{"@context":"http://iiif.io/api/presentation/3/context.json","id":"https://amiastreaming.aviaryplatform.com/iiif/b853f4kt1x/manifest","type":"Manifest","label":{"en":["Bridge the Gap"]},"logo":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/016/original/AMIA-Logo-17.jpg?1556650205","metadata":[{"label":{"en":["Type"]},"value":{"en":["Presentation"]}},{"label":{"en":["Coverage"]},"value":{"en":["Museum of Modern Art (Place of Recording)","New York, NY (USA) (Place of Recording)"]}},{"label":{"en":["Date"]},"value":{"en":["2018-06-06 (created)"]}},{"label":{"en":["Agent"]},"value":{"en":["Randa Minkarah, Co-founder and COO, Transform (Speaker)","Nick Gold (Programmer)"]}},{"label":{"en":["Publisher"]},"value":{"en":["Association of Moving Image Archivists"]}},{"label":{"en":["Description"]},"value":{"en":["\u003cp\u003e\u003cspan\u003eBridge the Gap - Unite Content and Customer Intelligence for Audience Engagement and Growth. In order to identify the levers that increase engagement and audience, content owners need to jump the chasm between analysis of their content and audience response. To accomplish this, they must face down a massive engineering hurdle, which existing solutions do not solve. Too much disparate data in too many places. Too little insight into the meaningful attributes of content. Emergent media companies (Netflix and Amazon) built their content empires on top of powerful engineering. Learn how to bridge the gap – go from tons of data to real insight because ultimately, companies do not need more data, they need more data-fueled answers.\u003c/span\u003e\u003c/p\u003e (general)"]}},{"label":{"en":["Language"]},"value":{"en":["English (Primary)"]}}],"summary":{"en":["\u003cp\u003e\u003cspan style=\"color: #0a0a0a; font-family: Roboto, Arial, sans-serif; font-size: 14px; white-space: pre-wrap; background-color: #ffffff;\"\u003eBridge the Gap - Unite Content and Customer Intelligence for Audience Engagement and Growth. In order to identify the levers that increase engagement and audience, content owners need to jump the chasm between analysis of their content and audience response. To accomplish this, they must face down a massive engineering hurdle, which existing solutions do not solve. Too much disparate data in too many places. Too little insight into the meaningful attributes of content. Emergent media companies (Netflix and Amazon) built their content empires on top of powerful engineering. Learn how to bridge the gap \u0026ndash; go from tons of data to real insight because ultimately, companies do not need more data, they need more data-fueled answers.\u003c/span\u003e\u003c/p\u003e"]},"provider":[{"id":"https://amiastreaming.aviaryplatform.com/aboutus","type":"Agent","label":{"en":["AMIAstreaming"]},"homepage":[{"id":"https://amiastreaming.aviaryplatform.com/","type":"Text","label":{"en":["AMIAstreaming"]},"format":"text/html"}],"logo":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/016/original/AMIA-Logo-17.jpg?1556650205","type":"Image"}]}],"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/044/417/small/data?1561487104","type":"Image","format":"image/jpeg"}],"items":[{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417","type":"Canvas","label":{"en":["Media File 1 of 1 - DAS 2018 | Bridge the 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bring","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=18.95,20.57"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/3","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all this data together this is disparate","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=20.57,23.18"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/4","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data together so that we can do","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=23.18,25.58"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/5","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"something with it at the end of the day","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=25.58,28.01"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/6","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"nobody needs more data they just need","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=28.01,30.35"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/7","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"their data to be actionable and to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=30.35,32.84"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/8","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actually have insights from it and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=32.84,34.52"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/9","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that\u0026#39;s what we are doing so a little bit","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=34.52,37.67"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/10","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about me I my background is on the media","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=37.67,40.28"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/11","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"side and the genesis of trying to answer","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=40.28,43.52"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/12","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"these business questions for media came","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=43.52,45.98"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/13","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from the fact that I was running sales","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=45.98,47.9"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/14","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for a media corporation and I was also","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=47.9,51.35"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/15","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"buying programming which is super","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=51.35,53.78"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/16","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"unusual but there it was so I called","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=53.78,57.23"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/17","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"research one day and I said hey we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=57.23,59.03"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/18","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"should be able to apply data science to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=59.03,61.67"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/19","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"placement of content on our schedules","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=61.67,64.58"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/20","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all across our stations across our","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=64.58,66.17"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/21","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"markets we should know what cost per","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=66.17,69.259"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/22","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"point we should be paying for something","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=69.259,71.21"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/23","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we should know how to promote it and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=71.21,73.97"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/24","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"where instead of just looking for","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=73.97,75.74"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/25","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"openings on the schedule I\u0026#39;m just","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=75.74,76.94"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/26","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"plotting it in there we should know how","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=76.94,79.94"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/27","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to market it if we buy externally what","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=79.94,82.13"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/28","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cable stations where so I called","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=82.13,84.35"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/29","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"research and I said okay this is what I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=84.35,86.36"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/30","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"want to do I know we have all the data","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=86.36,88.869"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/31","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"research called me back thirty days","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=88.869,91.16"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/32","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"later and said I\u0026#39;ve got it here it is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=91.16,93.59"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/33","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this is awesome cool got on the phone","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=93.59,97.22"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/34","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I looked at it with him and I said","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=97.22,99.77"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/35","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what is this and he said well this is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=99.77,101.929"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/36","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what you asked for it was an Excel","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=101.929,104.09"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/37","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"spreadsheet with 25 tabs and I said I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=104.09,108.86"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/38","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"didn\u0026#39;t ask for data I asked for insight","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=108.86,112.28"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/39","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and he said well it\u0026#39;s in there somewhere","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=112.28,115.91"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/40","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I met my co-founder Tom who is an","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=115.91,120.08"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/41","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"engineer and transform is a four year","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=120.08,122.45"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/42","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"old company but it\u0026#39;s primarily an","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=122.45,124.039"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/43","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"engineering company and there\u0026#39;s a really","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=124.039,126.14"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/44","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"good reason for that at the end of the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=126.14,128.119"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/45","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"day it\u0026#39;s an engineering problem that we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=128.119,130.64"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/46","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are trying to solve ok let\u0026#39;s see how I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=130.64,133.88"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/47","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do on my double clicking all right you","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=133.88,138.5"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/48","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"guys know this everyone in the room","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=138.5,139.97"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/49","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"knows this but it bears repeating the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=139.97,142.25"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/50","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"external problem that media faces today","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=142.25,145.07"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/51","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the fact that the consumers in","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=145.07,146.75"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/52","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"control yes we know all of that but that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=146.75,149.21"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/53","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"shift is expense","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=149.21,150.41"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/54","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and at the end of the day we all love","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=150.41,154.31"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/55","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"content we all love media we all love","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=154.31,156.47"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/56","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"video but we have to make money with","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=156.47,158.45"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/57","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that video some however we don\u0026#39;t we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=158.45,160.4"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/58","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"don\u0026#39;t have a business left so the shift","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=160.4,162.95"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/59","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is part of the problem and it is it\u0026#39;s","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=162.95,166.07"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/60","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"costly so what we\u0026#39;re trying to do is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=166.07,169.04"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/61","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"take that opportunity back how do we get","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=169.04,171.08"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/62","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in front of this how do we take it back","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=171.08,172.7"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/63","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what are the first steps well the first","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=172.7,175.28"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/64","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"step is really getting that data to talk","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=175.28,177.53"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/65","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to you so what has happened is super","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=177.53,183.2"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/66","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"clear it is the new content creators out","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=183.2,185.9"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/67","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there the Netflix that who lose the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=185.9,188.0"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/68","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Amazons that have data in their DNA they","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=188.0,192.05"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/69","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"built those companies in the first place","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=192.05,194.36"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/70","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with the idea of harvesting data to make","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=194.36,197.48"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/71","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data-driven decisions now you know I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=197.48,200.51"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/72","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"can\u0026#39;t argue with some of the outcomes I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=200.51,202.58"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/73","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"will say no amount of data no amount of","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=202.58,206.45"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/74","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"analysis is going to take the place of","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=206.45,209.15"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/75","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"having very good writers good content","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=209.15,211.94"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/76","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"good actors good journalists what have","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=211.94,214.85"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/77","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you you have to start with that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=214.85,216.71"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/78","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I don\u0026#39;t believe or I don\u0026#39;t I hope that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=216.71,219.68"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/79","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we don\u0026#39;t take AI to the point where it","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=219.68,221.84"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/80","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actually produces content for us","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=221.84,223.85"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/81","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"completely without that human touch","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=223.85,225.92"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/82","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"without the understanding that how we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=225.92,228.74"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/83","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"turn a word in a phrase is more","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=228.74,230.78"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/84","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"important than just what the data tells","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=230.78,233.36"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/85","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"us I would say that what we like to do","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=233.36,236.12"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/86","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as a company is inform and you decide","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=236.12,238.64"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/87","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you have to decide it takes a person to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=238.64,241.7"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/88","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"decide what\u0026#39;s the right thing to do but","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=241.7,244.04"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/89","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data certainly can tip it in the balance","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=244.04,247.16"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/90","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for you and if we can tip the balance a","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=247.16,249.47"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/91","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"little bit going in with a decision to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=249.47,252.44"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/92","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"say all right the data tells us this","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=252.44,254.75"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/93","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think this however this is how we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=254.75,257.48"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/94","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"should move so that\u0026#39;s what we\u0026#39;re looking","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=257.48,259.04"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/95","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for the opportunity is combining the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=259.04,262.94"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/96","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data the data science and the machine","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=262.94,265.37"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/97","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learning together to begin to level that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=265.37,268.52"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/98","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"playing field for all of us in this part","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=268.52,270.8"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/99","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the business double-click the good","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=270.8,275.27"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/100","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"news the really good news is that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=275.27,277.82"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/101","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"content is still King and of course it\u0026#39;s","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=277.82,279.74"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/102","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going to be for the foreseeable future","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=279.74,281.59"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/103","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"disintermediation for the content","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=281.59,284.06"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/104","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is really not on the table not truly","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=284.06,286.24"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/105","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"perhaps in in the distribution side but","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=286.24,289.52"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/106","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"not truly the challenges to begin to use","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=289.52,292.19"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/107","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this and to begin to change","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=292.19,294.41"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/108","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relationships so that we know what is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=294.41,297.08"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/109","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"working and what is in in meaningful","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=297.08,298.73"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/110","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"ways again no substitute for good","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=298.73,302.15"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/111","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"writing but you have to know more about","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=302.15,305.36"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/112","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"your audience today than you\u0026#39;ve ever","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=305.36,307.16"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/113","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"known before who are they who are they","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=307.16,310.25"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/114","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"really what are they watching why 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we\u0026#39;re","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=556.76,559.7"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/213","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"gonna add content metadata we\u0026#39;re here","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=559.7,562.52"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/214","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"really talking about how do we 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the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=571.31,575.06"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/219","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"first time to string together actual","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=575.06,578.27"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/220","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"performance ratings if you 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talking","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=584.45,586.88"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/223","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about that another slide or two but I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=586.88,589.91"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/224","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"want to get back to the point about","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=589.91,591.2"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/225","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"marketing and promotion marketing and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=591.2,593.6"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/226","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"promotion are critical they drive as","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=593.6,595.85"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/227","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"everyone here knows they drive use if","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=595.85,598.64"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/228","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you tie it all together you start 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and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=621.29,623.06"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/239","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"dislikes that they have so for","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=623.06,626.03"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/240","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"traditional content owners this is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=626.03,628.27"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/241","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"replicating Netflix and I\u0026#39;m going to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=628.27,631.81"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/242","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"scoot through here to the next slide I","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=631.81,635.51"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/243","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"hope I may come back to this one I have","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=635.51,640.46"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/244","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a completely different slide than you do","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=640.46,642.64"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/245","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all right we\u0026#39;ll stay here for a minute","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=642.64,646.27"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/246","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so what we\u0026#39;re doing is trying 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the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=651.5,653.69"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/249","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"disruptors themselves I started out with","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=653.69,656.51"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/250","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this in their DNA they began this way so","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=656.51,659.63"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/251","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in order to level that playing field","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=659.63,661.07"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/252","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we\u0026#39;ve got to do the same thing when do","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=661.07,663.23"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/253","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you look at what an Amazon does for","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=663.23,665.21"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/254","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"instance they make recommendations they","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=665.21,667.19"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/255","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"make recommendations based on what","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=667.19,668.63"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/256","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you\u0026#39;ve looked at in order to level that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=668.63,670.7"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/257","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"playing field you\u0026#39;ve got to be able to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=670.7,671.99"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/258","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do the same thing you can\u0026#39;t do the same","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=671.99,674.03"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/259","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"thing until you bring it literally all","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=674.03,676.07"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/260","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"together so next slide there we go","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=676.07,681.26"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/261","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so the problem as I said before it\u0026#39;s an","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=681.26,683.33"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/262","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"engineering problem how","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=683.33,684.45"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/263","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we solve that first you\u0026#39;ve got the data","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=684.45,686.16"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/264","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and silos and then what has to happen 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we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=691.08,694.05"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/267","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"don\u0026#39;t pull let\u0026#39;s say we\u0026#39;re going to look","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=694.05,696.54"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/268","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at how much revenue a show is generating","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=696.54,698.73"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/269","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or how much it\u0026#39;s cost for the total cast","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=698.73,702.24"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/270","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by character by actor we don\u0026#39;t pull the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=702.24,705.3"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/271","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"threads of data that we don\u0026#39;t need we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=705.3,706.74"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/272","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"pull simply the ones we do that is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=706.74,708.9"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/273","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"speeds up the process really quite","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=708.9,711.12"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/274","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"rapidly and then we do the heavy lifting","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=711.12,713.49"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/275","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of harmonizing and cleaning that data","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=713.49,715.47"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/276","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"apply the data science to it apply","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=715.47,718.44"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/277","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"machine learning and I\u0026#39;m going to talk a","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=718.44,720.36"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/278","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"little bit more about that in a minute","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=720.36,721.59"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/279","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then we derive insights out of it","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=721.59,723.93"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/280","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and those insights are sent back to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=723.93,726.3"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/281","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whoever is our customer looking at this","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=726.3,729.54"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/282","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but it\u0026#39;s turning data into 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lot","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=734.25,736.35"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/285","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of big data and it takes a lot of","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=736.35,738.69"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/286","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"crunching and this is how we manage to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=738.69,741.81"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/287","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do this once you free that data and it\u0026#39;s","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=741.81,744.42"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/288","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"harmonized you can model it in many","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=744.42,746.46"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/289","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"different ways to solve many different","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=746.46,748.44"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/290","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"business questions pretty much on the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=748.44,749.94"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/291","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fly you don\u0026#39;t really need to wait and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=749.94,752.43"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/292","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that is a critical difference okay so","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=752.43,759.62"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/293","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"love Netflix paint Netflix doesn\u0026#39;t","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=759.62,763.23"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/294","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"really matter right these guys have it","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=763.23,766.53"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/295","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"down and in fact in the last few days it","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=766.53,769.8"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/296","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"was announced that they have actually","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=769.8,771.3"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/297","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"passed Disney in valuation making them","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=771.3,774.12"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/298","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the most valuable company media company","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=774.12,777.0"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/299","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so we have to pay attention to this what","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=777.0,780.48"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/300","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we\u0026#39;re doing is trying to provide to 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automated","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1190.7,1193.88"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/462","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"outcome but there\u0026#39;s a lot of it\u0026#39;s simple","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1193.88,1196.79"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/463","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to use and I\u0026#39;ll show you some samples 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it","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1204.23,1206.45"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/468","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"questions and change their views so let","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1206.45,1212.24"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/469","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"me get into the metadata itself and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1212.24,1214.07"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/470","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"understanding the composition of content","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1214.07,1215.93"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/471","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what I mean by that why is that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1215.93,1218.81"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/472","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"why does she keep going on and on about","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1218.81,1220.25"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/473","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it understanding the composition is is","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1220.25,1223.88"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/474","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"really taking it to the nth degree on","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1223.88,1228.62"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/475","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the addition of the metadata so it\u0026#39;s","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1228.62,1230.93"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/476","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going to be not just characters and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1230.93,1233.18"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/477","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actors and actions and motivations but","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1233.18,1236.39"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/478","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we\u0026#39;re really looking at top down and the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1236.39,1239.57"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/479","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very top is going to be the world what","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1239.57,1241.79"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/480","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"world is this is this earth is this you","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1241.79,1244.34"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/481","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"know it\u0026#39;s it\u0026#39;s the description of the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1244.34,1246.32"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/482","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"show if you will what genre it\u0026#39;s in etc","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=1246.32,1248.48"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/483","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then looking at all the 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two","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2120.02,2121.76"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/818","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"people for media everybody else is in","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2121.76,2123.62"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/819","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"engineering thank you","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2123.62,2130.569"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/820","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so I have a quick question but I want to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2130.569,2133.519"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/821","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"leave time for other people\u0026#39;s as 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they","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2141.17,2143.63"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/826","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"haven\u0026#39;t been a data analytics centric","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2143.63,2146.72"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/827","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organization much up to the point of","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2146.72,2149.269"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/828","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interacting with you guys do you find","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2149.269,2151.4"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/829","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that your clients know how to ask 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some","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2200.48,2201.92"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/848","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"people think it\u0026#39;s magic certainly not","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2201.92,2203.539"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/849","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it\u0026#39;s math I will also say that per 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a","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2215.569,2217.549"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/854","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"confidence score and we\u0026#39;re pretty clear","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2217.549,2220.7"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/855","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that if it\u0026#39;s 5050 it\u0026#39;s 50/50","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2220.7,2224.089"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/856","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it might be wrong and we\u0026#39;ve had","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2224.089,2226.549"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/857","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"customers come back and say well we","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2226.549,2228.289"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/858","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"looked at a couple of things and it was","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2228.289,2230.24"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/859","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"wrong I\u0026#39;m like yeah it\u0026#39;s machine","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2230.24,2234.079"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/860","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learning learning and that\u0026#39;s a critical","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2234.079,2237.319"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/861","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"part the more you run it through the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2237.319,2239.839"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/862","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"smarter it gets and the better it gets","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2239.839,2242.839"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/863","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you cannot take one single piece 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anything","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2255.14,2257.839"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/868","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"oh well question from you Nathaniel","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2257.839,2260.079"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/869","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we\u0026#39;ll have a mic","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2260.079,2262.34"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/870","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I\u0026#39;m curious about the adaptability of","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2262.34,2265.5"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/871","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"some of the some of the companies 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that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2278.28,2282.06"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/876","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"allow you to gather these data streams","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2282.06,2284.46"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/877","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and learn about your 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your","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2294.41,2297.18"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/882","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"business model to to embrace people that","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2297.18,2302.4"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/883","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you you that these legacy business","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2302.4,2305.22"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/884","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"models have marginalized in the past I\u0026#39;m","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2305.22,2308.43"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/885","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"not sure I understand 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whole","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2312.06,2315.63"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/888","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"separate issue from what we\u0026#39;re looking","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2315.63,2317.609"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/889","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at but it is a very important one I in","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2317.609,2319.47"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/890","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"no way think it isn\u0026#39;t but we\u0026#39;re not","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2319.47,2325.2"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/891","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"trying to get them to change 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the","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2335.609,2340.14"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/896","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"direct-to-consumer relationship is now","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2340.14,2342.18"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/897","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"required it is simply not good enough to","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2342.18,2344.58"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/898","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have a relationship with the MVPDs and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2344.58,2346.92"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/899","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the satellite companies etc you\u0026#39;ve 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needle","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2351.0,2353.28"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/902","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"quickly because Amazon and Netflix and","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2353.28,2357.15"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/903","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who have done this already","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2357.15,2358.92"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/904","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there were miles ahead and so that\u0026#39;s","format":"text/plain"},"target":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417#t=2358.92,2362.49"},{"id":"https://amiastreaming.aviaryplatform.com/collections/45/collection_resources/4777/file/44417/transcript/12288/annotation/905","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what we\u0026#39;re trying to do is really 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